{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#隐马尔科夫中文分词\n",
    "class HMM(object):\n",
    "    def __init__(self):\n",
    "        #做一些初始化的工作，例如加载模型文件，状态参数等\n",
    "        self.status = ['B','I','E','S']#词位状态集合\n",
    "        self.A = {}#状态转移矩阵\n",
    "        self.B = {}#发射矩阵(混淆矩阵)\n",
    "        self.PI = {}#状态初始概率\n",
    "        \n",
    "    def train(self,path):\n",
    "        #传入语料文件路径，训练HMM模型\n",
    "         #统计状态出现次数,用于求初始化概率\n",
    "        stateCounter = {}\n",
    "        def initParameters():#初始化参数\n",
    "            for state in self.status:\n",
    "                self.A[state] = {s:0.0 for s in self.status}\n",
    "                self.PI[state] = 0.0\n",
    "                self.B[state] = {}\n",
    "                stateCounter[state] = 0\n",
    "                \n",
    "        def getLabel(text):#传入词，返回词位\n",
    "            out = []\n",
    "            if(len(text) == 1):\n",
    "                out.append('S')\n",
    "            else:\n",
    "                out += ['B']+[\"I\"]*(len(text)-2)+[\"E\"]\n",
    "            return out\n",
    "        \n",
    "        initParameters()\n",
    "        lineCounter = 0\n",
    "        # 观察者集合，主要是字以及标点等\n",
    "        with open(path, encoding='utf8') as f:\n",
    "            for line in f.readlines():\n",
    "                lineCounter += 1\n",
    "                line = line.strip()\n",
    "                if not line:\n",
    "                    continue\n",
    "                word_list = [i for i in line if i != ' ']\n",
    "                linelist = line.split()\n",
    "                line_state = []\n",
    "                for w in linelist:\n",
    "                    line_state.extend(getLabel(w))\n",
    "                try:\n",
    "                    assert len(word_list) == len(line_state)\n",
    "                except :\n",
    "                    continue\n",
    "                for k, v in enumerate(line_state):\n",
    "                    stateCounter[v] += 1\n",
    "                    if k == 0:\n",
    "                        self.PI[v] += 1  # 每个句子的第一个字的状态，用于计算初始状态概率\n",
    "                    else:\n",
    "                        self.A[line_state[k - 1]][v] += 1  # 计算转移概率\n",
    "                        self.B[line_state[k]][word_list[k]] = \\\n",
    "                            self.B[line_state[k]].get(word_list[k], 0) + 1.0  # 计算发射概率\n",
    "        self.PI= {k: v * 1.0 / lineCounter for k, v in self.PI.items()}\n",
    "        self.A = {k: {k1: v1 / stateCounter[k] for k1, v1 in v.items()}\n",
    "                      for k, v in self.A.items()}\n",
    "        #加1平滑\n",
    "        self.B = {k: {k1: (v1 + 1) / stateCounter[k] for k1, v1 in v.items()}\n",
    "                      for k, v in self.B.items()}\n",
    "        \n",
    "    def viterbi(self,text,states,startP,transP,emitP):\n",
    "        V = [{}]\n",
    "        path = {}\n",
    "        for state in states:\n",
    "            V[0][state] = startP[state] * emitP[state].get(text[0], 0)\n",
    "            path[state] = [state]\n",
    "        for t in range(1, len(text)):\n",
    "            V.append({})\n",
    "            newpath = {}\n",
    "            #检验训练的发射概率矩阵中是否有该字\n",
    "            neverSeen = text[t] not in emitP['S'].keys() and \\\n",
    "                text[t] not in emitP['I'].keys() and \\\n",
    "                text[t] not in emitP['E'].keys() and \\\n",
    "                text[t] not in emitP['B'].keys()\n",
    "            for y in states:\n",
    "                emitP_ = emitP[y].get(text[t], 0) if not neverSeen else 1.0 #设置未知字单独成词\n",
    "                (prob, state) = max([(V[t - 1][y0] * transP[y0].get(y, 0) *emitP_, y0) for y0 in states if V[t - 1][y0] > 0])\n",
    "                V[t][y] = prob\n",
    "                newpath[y] = path[state] + [y]\n",
    "            path = newpath\n",
    "        if emitP['I'].get(text[-1], 0)> emitP['S'].get(text[-1], 0):\n",
    "            (prob, state) = max([(V[len(text) - 1][y], y) for y in ('E','I')])\n",
    "        else:\n",
    "            (prob, state) = max([(V[len(text) - 1][y], y) for y in states])\n",
    "        return (prob, path[state])\n",
    "    \n",
    "    def cut(self,text):\n",
    "        #加载训练好的模型，进行分词\n",
    "        prob, pos_list = self.viterbi(text, self.status, self.PI, self.A, self.B)      \n",
    "        begin, next = 0, 0    \n",
    "        for i, char in enumerate(text):\n",
    "            pos = pos_list[i]\n",
    "            if pos == 'B':\n",
    "                begin = i\n",
    "            elif pos == 'E':\n",
    "                yield text[begin: i+1]\n",
    "                next = i+1\n",
    "            elif pos == 'S':\n",
    "                yield char\n",
    "                next = i+1\n",
    "        if next < len(text):\n",
    "            yield text[next:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "hmm1 = HMM()\n",
    "hmm1.train(\"./datas/Corpus_utf8.txt\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['我', '总是', '尽我', '的', '精力', '和', '才', '能来', '摆脱', '那种', '繁重', '而', '单调', '的', '计算', '。']\n"
     ]
    }
   ],
   "source": [
    "text = \"我总是尽我的精力和才能来摆脱那种繁重而单调的计算。\"\n",
    "print(str(list(hmm1.cut(text))))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'B': {'B': 0.0, 'I': 0.173818605218333, 'E': 0.826181394781667, 'S': 0.0},\n",
       " 'I': {'B': 0.0, 'I': 0.3331339038862623, 'E': 0.6668660961137377, 'S': 0.0},\n",
       " 'E': {'B': 0.5282171424006276, 'I': 0.0, 'E': 0.0, 'S': 0.46560773066087907},\n",
       " 'S': {'B': 0.6219373199357607, 'I': 0.0, 'E': 0.0, 'S': 0.32832106717991055}}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hmm1.A"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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       "  '人': 0.006302183913052407,\n",
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       "  '拍': 0.0003205386433369299,\n",
       "  '留': 0.0004548173287057212,\n",
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       "  '穿': 0.00017038723941754195,\n",
       "  '统': 0.0007867903474914221,\n",
       "  '服': 0.0021847179722579483,\n",
       "  '集': 0.0014743950105801824,\n",
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       "  '三': 0.0021478195435893814,\n",
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       "  '补': 0.0005957159156501168,\n",
       "  '骆': 1.824234241004588e-05,\n",
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       "  '烈': 4.573750179508411e-05,\n",
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       "  '肖': 9.482256745510447e-05,\n",
       "  '入': 0.0006481861582522076,\n",
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       "  '尔': 7.71068081249362e-05,\n",
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       "  '乌': 2.2819604004861632e-05,\n",
       "  '铃': 3.2750357599569937e-06,\n",
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       "  '窄': 1.0142046224382947e-05,\n",
       "  '源': 7.384677407128833e-05,\n",
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       "  '溴': 1.7959873522344802e-06,\n",
       "  '磷': 3.750444176724944e-06,\n",
       "  '摩': 3.1007193404754116e-05,\n",
       "  ';': 6.365190468948673e-05,\n",
       "  '魂': 6.391602047658003e-06,\n",
       "  '特': 8.73695023704656e-05,\n",
       "  '科': 6.724387939395569e-05,\n",
       "  '剩': 2.535511556095737e-05,\n",
       "  '凡': 3.512739968340969e-05,\n",
       "  '口': 9.597967702970737e-05,\n",
       "  '证': 7.64879319422214e-05,\n",
       "  '琳': 1.0353338854057592e-05,\n",
       "  '哒': 1.5001776706899776e-05,\n",
       "  '砍': 2.9211206052519636e-05,\n",
       "  '扫': 2.266113453260565e-05,\n",
       "  '餐': 1.0775924113406882e-05,\n",
       "  '主': 8.398882029567128e-05,\n",
       "  '厅': 9.069736128784125e-05,\n",
       "  '胜': 5.4196559511546375e-05,\n",
       "  '轮': 9.354981178844896e-05,\n",
       "  '坏': 3.3384235488593866e-05,\n",
       "  '乔': 1.4209429345619859e-05,\n",
       "  '嗨': 1.3628374614014585e-05,\n",
       "  '~': 5.1449755325775994e-05,\n",
       "  '终': 1.3100143039827975e-05,\n",
       "  '心': 0.00013285024090793287,\n",
       "  '油': 5.4196559511546375e-05,\n",
       "  '杯': 6.4232959421092e-05,\n",
       "  '皮': 7.83895656092932e-05,\n",
       "  '奖': 0.00011320002634819092,\n",
       "  '防': 6.217285628176422e-05,\n",
       "  '落': 4.611461642649122e-05,\n",
       "  '蓬': 1.7431641948158192e-06,\n",
       "  '远': 0.00013654786192723916,\n",
       "  '免': 2.9686614469287586e-05,\n",
       "  '谈': 0.00015804688699663427,\n",
       "  '岛': 7.051891515391268e-05,\n",
       "  '关': 6.021839945727375e-05,\n",
       "  '南': 0.00014558062184583023,\n",
       "  '紧': 3.3648351275687175e-05,\n",
       "  '严': 5.4724791085732986e-05,\n",
       "  '＋': 3.491610705373505e-05,\n",
       "  '胡': 7.32128961822644e-05,\n",
       "  '范': 2.8207566061565073e-05,\n",
       "  '辍': 3.697621019306283e-07,\n",
       "  ...}}"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hmm1.B"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'B': 0.6885825943318098, 'I': 0.0, 'E': 0.0, 'S': 0.3014821811475153}"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hmm1.PI"
   ]
  }
 ],
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